from sklearn_benchmarks.reporting.hp_match import HPMatchReporting
reporting = HPMatchReporting("onnx", config="config.yml")
reporting.run()
KNeighborsClassifier_brute_force¶All estimators share the following hyperparameters: algorithm=brute.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.700 | 0.058 | 0.0 | 0.019 | -1 | 5 | 0.735 | 3.202 | 0.183 | 5.839 | 0.335 | See | See |
| 1 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.700 | 0.058 | 0.0 | 0.019 | -1 | 5 | 0.735 | 0.032 | 0.003 | 591.749 | 56.495 | See | See |
| 2 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.309 | 0.009 | 0.0 | 0.309 | -1 | 5 | 1.000 | 3.202 | 0.183 | 0.096 | 0.006 | See | See |
| 3 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.309 | 0.009 | 0.0 | 0.309 | -1 | 5 | 1.000 | 0.032 | 0.003 | 9.763 | 0.977 | See | See |
| 4 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.437 | 0.019 | 0.0 | 0.018 | -1 | 1 | 0.675 | 1.991 | 0.027 | 9.261 | 0.127 | See | See |
| 5 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.437 | 0.019 | 0.0 | 0.018 | -1 | 1 | 0.675 | 0.029 | 0.003 | 631.417 | 60.966 | See | See |
| 6 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.312 | 0.010 | 0.0 | 0.312 | -1 | 1 | 1.000 | 1.991 | 0.027 | 0.157 | 0.005 | See | See |
| 7 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.312 | 0.010 | 0.0 | 0.312 | -1 | 1 | 1.000 | 0.029 | 0.003 | 10.701 | 1.087 | See | See |
| 8 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.346 | 0.045 | 0.0 | 0.018 | 1 | 5 | 0.735 | 2.268 | 0.008 | 8.089 | 0.033 | See | See |
| 9 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.346 | 0.045 | 0.0 | 0.018 | 1 | 5 | 0.735 | 0.027 | 0.000 | 684.643 | 6.047 | See | See |
| 10 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.310 | 0.008 | 0.0 | 0.310 | 1 | 5 | 1.000 | 2.268 | 0.008 | 0.137 | 0.004 | See | See |
| 11 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.310 | 0.008 | 0.0 | 0.310 | 1 | 5 | 1.000 | 0.027 | 0.000 | 11.574 | 0.326 | See | See |
| 12 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.789 | 0.010 | 0.0 | 0.019 | 1 | 100 | 0.845 | 2.281 | 0.010 | 8.238 | 0.037 | See | See |
| 13 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.789 | 0.010 | 0.0 | 0.019 | 1 | 100 | 0.845 | 0.031 | 0.009 | 613.952 | 174.495 | See | See |
| 14 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.310 | 0.004 | 0.0 | 0.310 | 1 | 100 | 1.000 | 2.281 | 0.010 | 0.136 | 0.002 | See | See |
| 15 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.310 | 0.004 | 0.0 | 0.310 | 1 | 100 | 1.000 | 0.031 | 0.009 | 10.129 | 2.881 | See | See |
| 16 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.717 | 0.059 | 0.0 | 0.019 | 1 | 1 | 0.675 | 1.242 | 0.005 | 15.072 | 0.077 | See | See |
| 17 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.717 | 0.059 | 0.0 | 0.019 | 1 | 1 | 0.675 | 0.026 | 0.000 | 731.248 | 9.088 | See | See |
| 18 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.310 | 0.005 | 0.0 | 0.310 | 1 | 1 | 1.000 | 1.242 | 0.005 | 0.250 | 0.004 | See | See |
| 19 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.310 | 0.005 | 0.0 | 0.310 | 1 | 1 | 1.000 | 0.026 | 0.000 | 12.124 | 0.232 | See | See |
| 20 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.496 | 0.133 | 0.0 | 0.018 | -1 | 100 | 0.845 | 3.045 | 0.031 | 6.074 | 0.076 | See | See |
| 21 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.496 | 0.133 | 0.0 | 0.018 | -1 | 100 | 0.845 | 0.031 | 0.003 | 602.846 | 58.437 | See | See |
| 22 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.309 | 0.004 | 0.0 | 0.309 | -1 | 100 | 1.000 | 3.045 | 0.031 | 0.101 | 0.002 | See | See |
| 23 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.309 | 0.004 | 0.0 | 0.309 | -1 | 100 | 1.000 | 0.031 | 0.003 | 10.066 | 0.981 | See | See |
| 24 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.610 | 0.007 | 0.0 | 0.004 | -1 | 5 | 0.889 | 2.771 | 0.038 | 1.303 | 0.018 | See | See |
| 25 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.610 | 0.007 | 0.0 | 0.004 | -1 | 5 | 0.889 | 0.010 | 0.004 | 361.773 | 153.015 | See | See |
| 26 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.243 | 0.004 | 0.0 | 0.243 | -1 | 5 | 1.000 | 2.771 | 0.038 | 0.088 | 0.002 | See | See |
| 27 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.243 | 0.004 | 0.0 | 0.243 | -1 | 5 | 1.000 | 0.010 | 0.004 | 24.312 | 10.291 | See | See |
| 28 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.629 | 0.051 | 0.0 | 0.004 | -1 | 1 | 0.851 | 1.796 | 0.028 | 2.021 | 0.043 | See | See |
| 29 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.629 | 0.051 | 0.0 | 0.004 | -1 | 1 | 0.851 | 0.010 | 0.005 | 381.927 | 214.380 | See | See |
| 30 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.242 | 0.005 | 0.0 | 0.242 | -1 | 1 | 1.000 | 1.796 | 0.028 | 0.135 | 0.003 | See | See |
| 31 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.242 | 0.005 | 0.0 | 0.242 | -1 | 1 | 1.000 | 0.010 | 0.005 | 25.429 | 14.277 | See | See |
| 32 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.620 | 0.019 | 0.0 | 0.004 | 1 | 5 | 0.889 | 2.055 | 0.002 | 1.761 | 0.009 | See | See |
| 33 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.620 | 0.019 | 0.0 | 0.004 | 1 | 5 | 0.889 | 0.003 | 0.000 | 1384.352 | 113.318 | See | See |
| 34 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.240 | 0.005 | 0.0 | 0.240 | 1 | 5 | 1.000 | 2.055 | 0.002 | 0.117 | 0.002 | See | See |
| 35 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.240 | 0.005 | 0.0 | 0.240 | 1 | 5 | 1.000 | 0.003 | 0.000 | 91.870 | 7.702 | See | See |
| 36 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.663 | 0.010 | 0.0 | 0.004 | 1 | 100 | 0.905 | 2.068 | 0.003 | 1.772 | 0.006 | See | See |
| 37 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.663 | 0.010 | 0.0 | 0.004 | 1 | 100 | 0.905 | 0.003 | 0.000 | 1386.575 | 118.291 | See | See |
| 38 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.241 | 0.005 | 0.0 | 0.241 | 1 | 100 | 1.000 | 2.068 | 0.003 | 0.117 | 0.002 | See | See |
| 39 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.241 | 0.005 | 0.0 | 0.241 | 1 | 100 | 1.000 | 0.003 | 0.000 | 91.205 | 8.001 | See | See |
| 40 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.609 | 0.006 | 0.0 | 0.004 | 1 | 1 | 0.851 | 1.135 | 0.005 | 3.180 | 0.016 | See | See |
| 41 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.609 | 0.006 | 0.0 | 0.004 | 1 | 1 | 0.851 | 0.002 | 0.000 | 1918.099 | 254.755 | See | See |
| 42 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.241 | 0.005 | 0.0 | 0.241 | 1 | 1 | 1.000 | 1.135 | 0.005 | 0.212 | 0.004 | See | See |
| 43 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.241 | 0.005 | 0.0 | 0.241 | 1 | 1 | 1.000 | 0.002 | 0.000 | 127.973 | 17.168 | See | See |
| 44 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.665 | 0.007 | 0.0 | 0.004 | -1 | 100 | 0.905 | 2.800 | 0.035 | 1.309 | 0.016 | See | See |
| 45 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.665 | 0.007 | 0.0 | 0.004 | -1 | 100 | 0.905 | 0.011 | 0.006 | 342.946 | 180.527 | See | See |
| 46 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.241 | 0.004 | 0.0 | 0.241 | -1 | 100 | 1.000 | 2.800 | 0.035 | 0.086 | 0.002 | See | See |
| 47 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.241 | 0.004 | 0.0 | 0.241 | -1 | 100 | 1.000 | 0.011 | 0.006 | 22.545 | 11.874 | See | See |
KNeighborsClassifier_kd_tree¶All estimators share the following hyperparameters: algorithm=kd_tree.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 120.163 | 0.000 | 0.0 | 0.120 | 1 | 100 | 0.975 | 5.585 | 0.012 | 21.514 | 0.048 | See | See |
| 1 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 120.163 | 0.000 | 0.0 | 0.120 | 1 | 100 | 0.975 | 0.010 | 0.000 | 11932.260 | 500.955 | See | See |
| 2 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.587 | 0.099 | 0.0 | 2.587 | 1 | 100 | 1.000 | 5.585 | 0.012 | 0.463 | 0.018 | See | See |
| 3 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.587 | 0.099 | 0.0 | 2.587 | 1 | 100 | 1.000 | 0.010 | 0.000 | 256.917 | 14.589 | See | See |
| 4 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 116.350 | 0.000 | 0.0 | 0.116 | -1 | 1 | 0.962 | 0.506 | 0.007 | 229.867 | 3.392 | See | See |
| 5 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 116.350 | 0.000 | 0.0 | 0.116 | -1 | 1 | 0.962 | 0.005 | 0.000 | 21534.826 | 1159.926 | See | See |
| 6 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.583 | 0.090 | 0.0 | 2.583 | -1 | 1 | 1.000 | 0.506 | 0.007 | 5.104 | 0.194 | See | See |
| 7 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.583 | 0.090 | 0.0 | 2.583 | -1 | 1 | 1.000 | 0.005 | 0.000 | 478.135 | 30.700 | See | See |
| 8 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 125.995 | 0.000 | 0.0 | 0.126 | -1 | 5 | 0.975 | 0.960 | 0.011 | 131.293 | 1.484 | See | See |
| 9 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 125.995 | 0.000 | 0.0 | 0.126 | -1 | 5 | 0.975 | 0.006 | 0.001 | 21458.442 | 2762.264 | See | See |
| 10 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.598 | 0.077 | 0.0 | 2.598 | -1 | 5 | 1.000 | 0.960 | 0.011 | 2.707 | 0.086 | See | See |
| 11 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.598 | 0.077 | 0.0 | 2.598 | -1 | 5 | 1.000 | 0.006 | 0.001 | 442.489 | 58.445 | See | See |
| 12 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 126.794 | 0.000 | 0.0 | 0.127 | 1 | 5 | 0.975 | 1.643 | 0.008 | 77.172 | 0.374 | See | See |
| 13 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 126.794 | 0.000 | 0.0 | 0.127 | 1 | 5 | 0.975 | 0.004 | 0.001 | 31130.428 | 5098.098 | See | See |
| 14 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.579 | 0.047 | 0.0 | 2.579 | 1 | 5 | 1.000 | 1.643 | 0.008 | 1.570 | 0.029 | See | See |
| 15 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.579 | 0.047 | 0.0 | 2.579 | 1 | 5 | 1.000 | 0.004 | 0.001 | 633.179 | 104.328 | See | See |
| 16 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 131.144 | 0.000 | 0.0 | 0.131 | -1 | 100 | 0.975 | 3.200 | 0.011 | 40.979 | 0.140 | See | See |
| 17 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 131.144 | 0.000 | 0.0 | 0.131 | -1 | 100 | 0.975 | 0.012 | 0.001 | 11346.502 | 683.989 | See | See |
| 18 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.602 | 0.100 | 0.0 | 2.602 | -1 | 100 | 1.000 | 3.200 | 0.011 | 0.813 | 0.031 | See | See |
| 19 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.602 | 0.100 | 0.0 | 2.602 | -1 | 100 | 1.000 | 0.012 | 0.001 | 225.096 | 16.098 | See | See |
| 20 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 136.870 | 0.000 | 0.0 | 0.137 | 1 | 1 | 0.962 | 0.860 | 0.004 | 159.108 | 0.787 | See | See |
| 21 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 136.870 | 0.000 | 0.0 | 0.137 | 1 | 1 | 0.962 | 0.003 | 0.001 | 54021.600 | 10823.757 | See | See |
| 22 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.588 | 0.053 | 0.0 | 2.588 | 1 | 1 | 1.000 | 0.860 | 0.004 | 3.008 | 0.063 | See | See |
| 23 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.588 | 0.053 | 0.0 | 2.588 | 1 | 1 | 1.000 | 0.003 | 0.001 | 1021.351 | 205.687 | See | See |
| 24 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.061 | 0.001 | 0.0 | 0.000 | 1 | 100 | 0.904 | 0.035 | 0.000 | 1.769 | 0.020 | See | See |
| 25 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.061 | 0.001 | 0.0 | 0.000 | 1 | 100 | 0.904 | 0.001 | 0.000 | 99.894 | 24.047 | See | See |
| 26 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.001 | 0.0 | 0.005 | 1 | 100 | 1.000 | 0.035 | 0.000 | 0.157 | 0.016 | See | See |
| 27 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.001 | 0.0 | 0.005 | 1 | 100 | 1.000 | 0.001 | 0.000 | 8.884 | 2.325 | See | See |
| 28 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.000 | 0.0 | 0.000 | -1 | 1 | 0.877 | 0.022 | 0.001 | 1.694 | 0.054 | See | See |
| 29 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.000 | 0.0 | 0.000 | -1 | 1 | 0.877 | 0.003 | 0.001 | 12.504 | 3.204 | See | See |
| 30 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 1 | 1.000 | 0.022 | 0.001 | 0.232 | 0.010 | See | See |
| 31 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 1 | 1.000 | 0.003 | 0.001 | 1.709 | 0.441 | See | See |
| 32 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.000 | 0.0 | 0.000 | -1 | 5 | 0.912 | 0.024 | 0.001 | 1.597 | 0.073 | See | See |
| 33 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.000 | 0.0 | 0.000 | -1 | 5 | 0.912 | 0.003 | 0.000 | 12.684 | 1.762 | See | See |
| 34 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 5 | 1.000 | 0.024 | 0.001 | 0.218 | 0.011 | See | See |
| 35 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 5 | 1.000 | 0.003 | 0.000 | 1.729 | 0.244 | See | See |
| 36 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.000 | 0.0 | 0.000 | 1 | 5 | 0.912 | 0.021 | 0.000 | 1.853 | 0.012 | See | See |
| 37 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.000 | 0.0 | 0.000 | 1 | 5 | 0.912 | 0.001 | 0.000 | 59.940 | 19.127 | See | See |
| 38 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 5 | 1.000 | 0.021 | 0.000 | 0.252 | 0.008 | See | See |
| 39 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 5 | 1.000 | 0.001 | 0.000 | 8.139 | 2.608 | See | See |
| 40 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.061 | 0.000 | 0.0 | 0.000 | -1 | 100 | 0.904 | 0.037 | 0.005 | 1.652 | 0.229 | See | See |
| 41 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.061 | 0.000 | 0.0 | 0.000 | -1 | 100 | 0.904 | 0.002 | 0.000 | 28.388 | 5.959 | See | See |
| 42 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 100 | 1.000 | 0.037 | 0.005 | 0.142 | 0.020 | See | See |
| 43 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 100 | 1.000 | 0.002 | 0.000 | 2.433 | 0.515 | See | See |
| 44 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.001 | 0.0 | 0.000 | 1 | 1 | 0.877 | 0.019 | 0.000 | 1.967 | 0.033 | See | See |
| 45 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.001 | 0.0 | 0.000 | 1 | 1 | 0.877 | 0.001 | 0.000 | 63.377 | 16.954 | See | See |
| 46 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 1 | 1.000 | 0.019 | 0.000 | 0.271 | 0.010 | See | See |
| 47 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 1 | 1.000 | 0.001 | 0.000 | 8.725 | 2.350 | See | See |
HistGradientBoostingClassifier_best¶All estimators share the following hyperparameters: learning_rate=0.01, n_iter_no_change=10.0, max_leaf_nodes=100.0, max_bins=255.0, min_samples_leaf=100.0, max_iter=300.0.
| estimator | function | n_samples_train | n_samples | n_features | n_iter | mean_duration | std_duration | iteration_throughput | latency | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 300 | 0.479 | 0.015 | 0.002 | 0.000 | 0.81 | 0.121 | 0.008 | 3.951 | 0.282 | See | See |
| 1 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 300 | 0.479 | 0.015 | 0.002 | 0.000 | 0.81 | 0.017 | 0.001 | 28.169 | 1.418 | See | See |
| 2 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 300 | 0.391 | 0.010 | 0.000 | 0.391 | 1.00 | 0.121 | 0.008 | 3.225 | 0.222 | See | See |
| 3 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 300 | 0.391 | 0.010 | 0.000 | 0.391 | 1.00 | 0.017 | 0.001 | 22.990 | 1.072 | See | See |